| 2026 | ICAART | Graph-Based Pixel Representation Using GCN for Semantic Face Segmentation. | Agnieszka Polowczyk, Alicja Polowczyk, Marcin Wozniak, Michal Wieczorek |
| 2026 | ICCS | GenPlanner: From Noise to Plans - Emergent Reasoning in Flow Matching and Diffusion Models. | Agnieszka Polowczyk, Alicja Polowczyk, Michal Wieczorek |
| 2025 | ANT | Graph Neural Network via Dynamic Weights and LSTM with Attention for Traffic Forecasting. | Agnieszka Polowczyk, Alicja Polowczyk, Marcin Wozniak |
| 2025 | DSAA | Atrous-CNN with Hierarchical-Based Training Strategy Approach for Decentralized Tasks. | Antoni Jaszcz, Agnieszka Polowczyk, Alicja Polowczyk, Katarzyna Wiltos, Dawid Polap, Marcin Wozniak |
| 2025 | DSAA | Hybrid Federated Learning Framework with Client - Tailored Attentive Feature Extractor for Agricultural Health Monitoring. | Antoni Jaszcz, Agnieszka Polowczyk, Alicja Polowczyk, Katarzyna Wiltos, Dawid Polap, Marcin Wozniak |
| 2025 | DSAA | 3D Point Cloud Classification Using Graph Convolutional Network with Multi-Scale Pooling. | Alicja Polowczyk, Agnieszka Polowczyk, Antoni Jaszcz, Marcin Wozniak, Dawid Polap |
| 2025 | ICAISC | Segmented Medical Image Classification with Deep Convolutional Neural Networks Architectures for WBC Detection. | Katarzyna Wiltos, Agnieszka Polowczyk, Alicja Polowczyk, Marcin Wozniak, Michal Wieczorek |
| 2025 | IJCNN | RSAM-UNETR: Transformers for Road Segmentation for self driving cars using Residual Spatial Attention Module. | Alicja Polowczyk, Agnieszka Polowczyk, Marcin Wozniak |